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Consolidated Statements of Income - USD ($)
$ in Thousands
 12 Months Ended
Jan. 31, 2020
Jan. 31, 2019
Jan. 31, 2018
Income Statement [Abstract]      
Net sales $ 3,983,789 $ 3,950,623 $ 3,616,014
Cost of sales (excluding store impairment) 2,729,352 2,600,367 2,429,097
Store impairment 14,611 3,544 11,410
Gross profit 1,239,826 1,346,712 1,175,507
Selling, general and administrative expenses 993,990 965,399 915,615
Goodwill impairment 13,911    
Income from operations 231,925 381,313 259,892
Interest income 10,638 9,530 4,879
Other income 1,438 1,035 1,435
Other expenses (4,281) (6,325) (4,840)
Income before income taxes 239,720 385,553 261,366
Income tax expense 71,624 87,550 153,103
Net income $ 168,096 $ 298,003 $ 108,263
Net income per common share:      
Basic $ 1.68 $ 2.75 $ 0.97
Diluted $ 1.67 $ 2.72 $ 0.96
Weighted-average common shares outstanding:      
Basic 99,833,011 108,303,594 111,887,308
Diluted 100,588,677 109,706,007 112,367,924